{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3",
      "language": "python"
    },
    "language_info": {
      "name": "python",
      "version": "3.7.6",
      "mimetype": "text/x-python",
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "pygments_lexer": "ipython3",
      "nbconvert_exporter": "python",
      "file_extension": ".py"
    },
    "colab": {
      "name": "detecting-objects-based-on-color.ipynb",
      "provenance": [],
      "include_colab_link": true
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/PacktPublishing/Modern-Computer-Vision-with-PyTorch/blob/master/Chapter18/detecting_objects_based_on_color.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
        "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
        "trusted": true,
        "id": "AFbXrcLZviDz",
        "outputId": "edc97e3c-737c-454e-cc8c-c13426bc1cdd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 970
        }
      },
      "source": [
        "!wget https://www.dropbox.com/s/utrkdooh08y9mvm/uno_card.png\n",
        "!pip install torch_snippets"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-10-05 17:11:01--  https://www.dropbox.com/s/utrkdooh08y9mvm/uno_card.png\n",
            "Resolving www.dropbox.com (www.dropbox.com)... 162.125.82.1, 2620:100:6032:1::a27d:5201\n",
            "Connecting to www.dropbox.com (www.dropbox.com)|162.125.82.1|:443... connected.\n",
            "HTTP request sent, awaiting response... 301 Moved Permanently\n",
            "Location: /s/raw/utrkdooh08y9mvm/uno_card.png [following]\n",
            "--2020-10-05 17:11:02--  https://www.dropbox.com/s/raw/utrkdooh08y9mvm/uno_card.png\n",
            "Reusing existing connection to www.dropbox.com:443.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://uc9324b8122cdae60c124939109d.dl.dropboxusercontent.com/cd/0/inline/BAs9jGHpzsaBnK5VsBUwv1Iy61NY15y_ubu7q1QiLoj1kZsef0M8yHWqdMhl7LKRCtxuTohNwBUqnx8MAH3XEGF0QyGVHNVWyNnb9GzdDvW72IK6vp1-L_tEnG9Si_txcpA/file# [following]\n",
            "--2020-10-05 17:11:02--  https://uc9324b8122cdae60c124939109d.dl.dropboxusercontent.com/cd/0/inline/BAs9jGHpzsaBnK5VsBUwv1Iy61NY15y_ubu7q1QiLoj1kZsef0M8yHWqdMhl7LKRCtxuTohNwBUqnx8MAH3XEGF0QyGVHNVWyNnb9GzdDvW72IK6vp1-L_tEnG9Si_txcpA/file\n",
            "Resolving uc9324b8122cdae60c124939109d.dl.dropboxusercontent.com (uc9324b8122cdae60c124939109d.dl.dropboxusercontent.com)... 162.125.82.15, 2620:100:6032:15::a27d:520f\n",
            "Connecting to uc9324b8122cdae60c124939109d.dl.dropboxusercontent.com (uc9324b8122cdae60c124939109d.dl.dropboxusercontent.com)|162.125.82.15|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 90167 (88K) [image/png]\n",
            "Saving to: ‘uno_card.png’\n",
            "\n",
            "uno_card.png        100%[===================>]  88.05K  --.-KB/s    in 0.04s   \n",
            "\n",
            "2020-10-05 17:11:02 (2.31 MB/s) - ‘uno_card.png’ saved [90167/90167]\n",
            "\n",
            "Collecting torch_snippets\n",
            "  Downloading https://files.pythonhosted.org/packages/d6/56/1093531de48ccc64410a480def65c386d18c981cfac21e7e3f92c9496352/torch_snippets-0.228-py3-none-any.whl\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (1.1.2)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (1.18.5)\n",
            "Collecting loguru\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/6d/48/0a7d5847e3de329f1d0134baf707b689700b53bd3066a5a8cfd94b3c9fc8/loguru-0.5.3-py3-none-any.whl (57kB)\n",
            "\u001b[K     |████████████████████████████████| 61kB 2.8MB/s \n",
            "\u001b[?25hRequirement already satisfied: Pillow in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (7.0.0)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (4.41.1)\n",
            "Collecting opencv-python-headless\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/e2/e2/6670da2b12544858657058a5db2f088a18c56d0144bef8d178ad4734b7a3/opencv_python_headless-4.4.0.44-cp36-cp36m-manylinux2014_x86_64.whl (36.7MB)\n",
            "\u001b[K     |████████████████████████████████| 36.7MB 1.2MB/s \n",
            "\u001b[?25hRequirement already satisfied: matplotlib in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (3.2.2)\n",
            "Requirement already satisfied: dill in /usr/local/lib/python3.6/dist-packages (from torch_snippets) (0.3.2)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.6/dist-packages (from pandas->torch_snippets) (2.8.1)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas->torch_snippets) (2018.9)\n",
            "Collecting aiocontextvars>=0.2.0; python_version < \"3.7\"\n",
            "  Downloading https://files.pythonhosted.org/packages/db/c1/7a723e8d988de0a2e623927396e54b6831b68cb80dce468c945b849a9385/aiocontextvars-0.2.2-py2.py3-none-any.whl\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->torch_snippets) (2.4.7)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->torch_snippets) (1.2.0)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib->torch_snippets) (0.10.0)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.7.3->pandas->torch_snippets) (1.15.0)\n",
            "Collecting contextvars==2.4; python_version < \"3.7\"\n",
            "  Downloading https://files.pythonhosted.org/packages/83/96/55b82d9f13763be9d672622e1b8106c85acb83edd7cc2fa5bc67cd9877e9/contextvars-2.4.tar.gz\n",
            "Collecting immutables>=0.9\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/99/e0/ea6fd4697120327d26773b5a84853f897a68e33d3f9376b00a8ff96e4f63/immutables-0.14-cp36-cp36m-manylinux1_x86_64.whl (98kB)\n",
            "\u001b[K     |████████████████████████████████| 102kB 9.0MB/s \n",
            "\u001b[?25hBuilding wheels for collected packages: contextvars\n",
            "  Building wheel for contextvars (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for contextvars: filename=contextvars-2.4-cp36-none-any.whl size=7666 sha256=d2bb572d07aff646b7072b2c575ac2c56595ce2414711ecb2a32a1bc1dc4ceb7\n",
            "  Stored in directory: /root/.cache/pip/wheels/a5/7d/68/1ebae2668bda2228686e3c1cf16f2c2384cea6e9334ad5f6de\n",
            "Successfully built contextvars\n",
            "Installing collected packages: immutables, contextvars, aiocontextvars, loguru, opencv-python-headless, torch-snippets\n",
            "Successfully installed aiocontextvars-0.2.2 contextvars-2.4 immutables-0.14 loguru-0.5.3 opencv-python-headless-4.4.0.44 torch-snippets-0.228\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
        "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
        "trusted": true,
        "id": "2cNvKCLRviD3"
      },
      "source": [
        "from torch_snippets import *\n",
        "import cv2, numpy as np"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a",
        "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
        "trusted": true,
        "id": "tmja11BoviD6",
        "outputId": "05996ff4-4461-42a9-9aad-869bdee3f031",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 244
        }
      },
      "source": [
        "img = read('uno_card.png', 1)\n",
        "show(img)\n",
        "hsv = cv2.cvtColor(img, cv2.COLOR_RGB2HSV)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "X-vseA1wviD9"
      },
      "source": [
        "lower_green = np.array([45,100,100])\n",
        "upper_green = np.array([80,255,255])"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "cqe1qsIVviEA"
      },
      "source": [
        "mask = cv2.inRange(hsv, lower_green, upper_green)"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "zEiCT4uBviED"
      },
      "source": [
        "res = cv2.bitwise_and(img, img, mask=mask)"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "0cRaxcctviEF",
        "outputId": "566b0306-e3e8-415e-f610-aed81d9fb8f3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 236
        }
      },
      "source": [
        "subplots([img, mask, res], nc=3, figsize=(10,5), titles=['Original image','Mask on image','Resulting image'])"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2020-10-05 17:12:20.917 | INFO     | torch_snippets.loader:subplots:339 - plotting 3 images in a grid of 1x3 @ (10, 5)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MI-OBNrxvqIb"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}